Bayesian Models for Multi-omic Multi-system Integration for Precision Oncology

R Bhattacharyya - 2023 - deepblue.lib.umich.edu
The molecular heterogeneity of cancer makes it challenging to delineate the underlying
mechanisms and optimize therapeutic avenues. Large-scale cancer datasets across …

Untangling a complex web: Computational analyses of tumor molecular profiles to decode driver mechanisms

S Khalighi, S Singh, V Varadan - Journal of Genetics and Genomics, 2020 - Elsevier
Genome-scale studies focusing on molecular profiling of cancers across tissue types have
revealed a plethora of aberrations across the genomic, transcriptomic, and epigenomic …

Personalized In Vitro and In Vivo Cancer Models to Guide Precision Medicine

C Pauli, BD Hopkins, D Prandi, R Shaw, T Fedrizzi… - Cancer discovery, 2017 - AACR
Precision medicine is an approach that takes into account the influence of individuals'
genes, environment, and lifestyle exposures to tailor interventions. Here, we describe the …

Mechanism-centric approaches for biomarker detection and precision therapeutics in cancer

CY Yu, A Mitrofanova - Frontiers in Genetics, 2021 - frontiersin.org
Biomarker discovery is at the heart of personalized treatment planning and cancer precision
therapeutics, encompassing disease classification and prognosis, prediction of treatment …

Article commentary: Predictive modeling of drug treatment in the area of personalized medicine

LA Ogilvie, C Wierling, T Kessler… - Cancer …, 2015 - journals.sagepub.com
Despite a growing body of knowledge on the mechanisms underlying the onset and
progression of cancer, treatment success rates in oncology are at best modest. Current …

The many faces of gene regulation in cancer: a computational oncogenomics outlook

E Hernández-Lemus, H Reyes-Gopar… - Genes, 2019 - mdpi.com
Cancer is a complex disease at many different levels. The molecular phenomenology of
cancer is also quite rich. The mutational and genomic origins of cancer and their …

[引用][C] Cancer Systems Biology

A Califano, AH Bild, PA Sims, G Stolovitzky - 2023 - Elsevier

A middle-out modeling strategy to extend a colon cancer logical model improves drug synergy predictions in epithelial-derived cancer cell lines

E Tsirvouli, V Touré, B Niederdorfer… - Frontiers in molecular …, 2020 - frontiersin.org
Cancer is a heterogeneous and complex disease and one of the leading causes of death
worldwide. The high tumor heterogeneity between individuals affected by the same cancer …

Navigating the challenge of tumor heterogeneity in cancer therapy

C Fedele, RW Tothill, GA McArthur - Cancer discovery, 2014 - AACR
The future of cancer treatment lies in personalized strategies designed to specifically target
tumorigenic cell populations present in an individual. Although recent advances in directed …

[图书][B] Cancer systems biology

L von Stechow, von Stechow, MARTON. - 2018 - Springer
Cancer is a highly complex disease that is often characterized by vast changes in the
genetic and epigenetic landscape. Those changes result in altered protein expression levels …